OmniParser

OmniParser

Microsoft
UI-TARS

UI-TARS

ByteDance
+
+

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About

OmniParser is a comprehensive method for parsing user interface screenshots into structured elements, significantly enhancing the ability of multimodal models like GPT-4 to generate actions accurately grounded in corresponding regions of the interface. It reliably identifies interactable icons within user interfaces and understands the semantics of various elements in a screenshot, associating intended actions with the correct screen regions. To achieve this, OmniParser curates an interactable icon detection dataset containing 67,000 unique screenshot images labeled with bounding boxes of interactable icons derived from DOM trees. Additionally, a collection of 7,000 icon-description pairs is used to fine-tune a caption model that extracts the functional semantics of detected elements. Evaluations on benchmarks such as SeeClick, Mind2Web, and AITW demonstrate that OmniParser outperforms GPT-4V baselines, even when using only screenshot inputs without additional information.

About

UI-TARS is an advanced vision-language model designed for seamless interaction with graphical user interfaces (GUIs) by integrating perception, reasoning, grounding, and memory into a unified system. It processes multimodal inputs, such as text and images, to understand interfaces and execute tasks in real time without predefined workflows. Supporting desktop, mobile, and web platforms, UI-TARS automates complex, multi-step tasks using advanced reasoning and planning. Its use of large-scale datasets enhances generalization and robustness, making it a cutting-edge solution for GUI automation.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Researchers in need of a tool to enhance AI agents' interaction with graphical user interfaces through advanced screen parsing techniques

Audience

UI-TARS is designed for developers, researchers, and organizations seeking advanced automation solutions for interacting with graphical user interfaces across desktop, mobile, and web platforms

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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Reviews/Ratings

Overall 4.0 / 5
ease 5.0 / 5
features 4.0 / 5
design 4.0 / 5
support 4.0 / 5

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Microsoft
Founded: 1975
United States
microsoft.github.io/OmniParser/

Company Information

ByteDance
Founded: 2012
China
github.com/bytedance/UI-TARS

Alternatives

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GLM-4.5V-Flash

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Alternatives

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Ace

General Agents
Max Access

Max Access

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Agent S

Agent S

Simular
AnyParser

AnyParser

CambioML
Lightscreen

Lightscreen

Christian Kaiser

Categories

Categories

Integrations

BLACKBOX AI
Cua
GPT-4

Integrations

BLACKBOX AI
Cua
GPT-4
Claim OmniParser and update features and information
Claim OmniParser and update features and information
Claim UI-TARS and update features and information
Claim UI-TARS and update features and information